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Author Details

Geert Litjens
Radboud Institute for Health Sciences, Radboud University Medical Center
2010
69
33
PMIDPaper TitleJournal TitlePublished Year
36791682Artificial Intelligence in Bone Marrow Histological Diagnostics: Potential Applications and Challenges.Pathobiology2024
36306568Predictive uncertainty estimation for out-of-distribution detection in digital pathology.Med Image Anal2023
37831571The Latent Doctor Model for Modeling Inter-Observer Variability.IEEE J Biomed Health Inform2023
37437452Gigapixel end-to-end training using streaming and attention.Med Image Anal2023
37164814Tumoral Ki67 and PSMA Expression in Fresh Pre-PSMA-RLT Biopsies and Its Relation With PSMA-PET Imaging and Outcomes of PSMA-RLT in Patients With mCRPC.Clin Genitourin Cancer2023
36724605Continual learning strategies for cancer-independent detection of lymph node metastases.Med Image Anal2023
32845835Streaming Convolutional Neural Networks for End-to-End Learning With Multi-Megapixel Images.IEEE Trans Pattern Anal Mach Intell2022
35841780Prostate158 - An expert-annotated 3T MRI dataset and algorithm for prostate cancer detection.Comput Biol Med2022
35840566The Medical Segmentation Decathlon.Nat Commun2022
35701372A Decade of GigaScience: The Challenges of Gigapixel Pathology Images.Gigascience2022
35693032Predicting biochemical recurrence of prostate cancer with artificial intelligence.Commun Med (Lond)2022
36426089Dataset of prostate MRI annotated for anatomical zones and cancer.Data Brief2022
36358842Generalization of Deep Learning in Digital Pathology: Experience in Breast Cancer Metastasis Detection.Cancers (Basel)2022
35046392Automated quantification of levels of breast terminal duct lobular (TDLU) involution using deep learning.NPJ Breast Cancer2022
34772487Using deep learning for quantification of cellularity and cell lineages in bone marrow biopsies and comparison to normal age-related variation.Pathology2022
31442971Neural Image Compression for Gigapixel Histopathology Image Analysis.IEEE Trans Pattern Anal Mach Intell2021
33647784Residual cyclegan for robust domain transformation of histopathological tissue slides.Med Image Anal2021
33590805Mini Review: The Last Mile-Opportunities and Challenges for Machine Learning in Digital Toxicologic Pathology.Toxicol Pathol2021
33729928Detection of Prostate Cancer in Whole-Slide Images Through End-to-End Training With Image-Level Labels.IEEE Trans Med Imaging2021
33640523Optimized tumour infiltrating lymphocyte assessment for triple negative breast cancer prognostics.Breast2021
34393083Artificial Intelligence for Diagnosis and Gleason Grading of Prostate Cancer in Biopsies-Current Status and Next Steps.Eur Urol Focus2021
33990804Deep learning in histopathology: the path to the clinic.Nat Med2021
33216724Deep Learning Methods for Lung Cancer Segmentation in Whole-Slide Histopathology Images-The ACDC@LungHP Challenge 2019.IEEE J Biomed Health Inform2021
32979109Artificial intelligence to detect MYC translocation in slides of diffuse large B-cell lymphoma.Virchows Arch2021
32459716The 2019 International Society of Urological Pathology (ISUP) Consensus Conference on Grading of Prostatic Carcinoma.Am J Surg Pathol2020
31926805Automated deep-learning system for Gleason grading of prostate cancer using biopsies: a diagnostic study.Lancet Oncol2020
32873856Impact of rescanning and normalization on convolutional neural network performance in multi-center, whole-slide classification of prostate cancer.Sci Rep2020
30696866Epithelium segmentation using deep learning in H&E-stained prostate specimens with immunohistochemistry as reference standard.Sci Rep2019
31871843Resolution-agnostic tissue segmentation in whole-slide histopathology images with convolutional neural networks.PeerJ2019
31772836Lymph node detection in MR Lymphography: false positive reduction using multi-view convolutional neural networks.PeerJ2019
31466046Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology.Med Image Anal2019
31624355No pixel-level annotations needed.Nat Biomed Eng2019
31395244State-of-the-Art Deep Learning in Cardiovascular Image Analysis.JACC Cardiovasc Imaging2019
31476576Learning to detect lymphocytes in immunohistochemistry with deep learning.Med Image Anal2019
30946180A Single-Arm, Multicenter Validation Study of Prostate Cancer Localization and Aggressiveness With a Quantitative Multiparametric Magnetic Resonance Imaging Approach.Invest Radiol2019
30825182Computer aided quantification of intratumoral stroma yields an independent prognosticator in rectal cancer.Cell Oncol (Dordr)2019
30993030Robust and accurate quantification of biomarkers of immune cells in lung cancer micro-environment using deep convolutional neural networks.PeerJ2019
30716025From Detection of Individual Metastases to Classification of Lymph Node Status at the Patient Level: The CAMELYON17 Challenge.IEEE Trans Med Imaging2019
29710158Machine Learning Compared With Pathologist Assessment-Reply.JAMA2018
29994086Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks.IEEE Trans Med Imaging2018
298603921399 H&E-stained sentinel lymph node sections of breast cancer patients: the CAMELYON dataset.Gigascience2018
27497072Large scale deep learning for computer aided detection of mammographic lesions.Med Image Anal2017
28130702Evaluation of tongue squamous cell carcinoma resection margins using ex-vivo MR.Int J Comput Assist Radiol Surg2017
28146422MAGE expression in head and neck squamous cell carcinoma primary tumors, lymph node metastases and respective recurrences-implications for immunotherapy.Oncotarget2017
29234806Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer.JAMA2017
29285517Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images.J Med Imaging (Bellingham)2017
28778026A survey on deep learning in medical image analysis.Med Image Anal2017
28698556Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities.Sci Rep2017
28035663Using deep learning to segment breast and fibroglandular tissue in MRI volumes.Med Phys2017
26192734Computer-extracted Features Can Distinguish Noncancerous Confounding Disease from Prostatic Adenocarcinoma at Multiparametric MR Imaging.Radiology2016
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Collaborators

Radboud University Medical Center
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Radboud University Medical Center
Co-authored papers 19
Radboud University Medical Center
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Co-authored papers 10
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Co-authored papers 9
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Radboud Institute for Molecular Life Sciences, Radboud University Medical Center
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Radboud University Medical Center
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Radboud University Medical Center
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Phoenix Children's Hospital
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1Rijnstate Hospital
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Alrijne Hospital Leiderdorp
Co-authored papers 4
Karolinska Institutet
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Institute of Biomedicine, University of Turku
Co-authored papers 2
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The Hong Kong University of Science and Technology
Co-authored papers 2
The Chinese University of Hong Kong
Co-authored papers 2
Canisius Wilhelmina Hospital
Co-authored papers 2
The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai
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University Medical Center Utrecht
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University Medical Center Utrecht
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Massachusetts General Hospital, Harvard University
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